{"schema_version":"onlylabs.public_signal.v1","title":"Scaleway Repo: scaleway/frontalization","description":"Scaleway repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/5f2e8c58-35bb-4e00-a87e-b06c20447178","json_url":"https://onlylabs.fyi/signals/5f2e8c58-35bb-4e00-a87e-b06c20447178/signal.json","generated_at":"2026-06-11T04:07:25.159141+00:00","org":{"slug":"scaleway","name":"Scaleway","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/scaleway","dossier_json_url":"https://onlylabs.fyi/labs/scaleway/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/5f2e8c58-35bb-4e00-a87e-b06c20447178","signal_json":"https://onlylabs.fyi/signals/5f2e8c58-35bb-4e00-a87e-b06c20447178/signal.json","source":"https://github.com/scaleway/frontalization","lab_dossier":"https://onlylabs.fyi/labs/scaleway","lab_dossier_json":"https://onlylabs.fyi/labs/scaleway/dossier.json","analysis":"https://onlylabs.fyi/analysis/scaleway","analysis_json":"https://onlylabs.fyi/analysis/scaleway/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/scaleway/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Scaleway published scaleway/frontalization (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo scaleway/frontalization · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/scaleway/frontalization","source_host":"github.com","occurred_at":"2019-03-11T14:15:39+00:00","first_seen_at":"2026-06-06T01:49:59.23504+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Scaleway","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"scaleway/frontalization","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"226","source":"traction"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/scaleway/frontalization"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:07:25.159141+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/5f2e8c58-35bb-4e00-a87e-b06c20447178/signal.json","dossier_json":"https://onlylabs.fyi/labs/scaleway/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/scaleway/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/scaleway/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/5f2e8c58-35bb-4e00-a87e-b06c20447178/signal.json","required":true},{"label":"source","url":"https://github.com/scaleway/frontalization","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/scaleway/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/scaleway/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Scaleway's repo signal \"scaleway/frontalization\" for neocloud strategy."},"semantic_triples":[{"subject":"Scaleway","predicate":"published repo","object":"scaleway/frontalization","text":"Scaleway published repo scaleway/frontalization."},{"subject":"scaleway/frontalization","predicate":"is classified as","object":"repo signal","text":"scaleway/frontalization is classified as repo signal."},{"subject":"scaleway/frontalization","predicate":"belongs to","object":"repos desk","text":"scaleway/frontalization belongs to repos desk."},{"subject":"scaleway/frontalization","predicate":"has context","object":"Python","text":"scaleway/frontalization has context Python."},{"subject":"scaleway/frontalization","predicate":"has evidence coverage","object":"1 captured evidence page","text":"scaleway/frontalization has evidence coverage 1 captured evidence page."},{"subject":"scaleway/frontalization","predicate":"has captured page count","object":"1","text":"scaleway/frontalization has captured page count 1."},{"subject":"scaleway/frontalization","predicate":"has readable page count","object":"1","text":"scaleway/frontalization has readable page count 1."},{"subject":"scaleway/frontalization","predicate":"has related signal count","object":"6","text":"scaleway/frontalization has related signal count 6."},{"subject":"scaleway/frontalization","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"scaleway/frontalization has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"scaleway/frontalization","predicate":"has source host","object":"github.com","text":"scaleway/frontalization has source host github.com."},{"subject":"scaleway/frontalization","predicate":"has lab","object":"Scaleway","text":"scaleway/frontalization has lab Scaleway."},{"subject":"scaleway/frontalization","predicate":"has signal desk","object":"repos","text":"scaleway/frontalization has signal desk repos."},{"subject":"scaleway/frontalization","predicate":"has source host","object":"github.com","text":"scaleway/frontalization has source host github.com."},{"subject":"scaleway/frontalization","predicate":"has repository","object":"scaleway/frontalization","text":"scaleway/frontalization has repository scaleway/frontalization."},{"subject":"scaleway/frontalization","predicate":"has language","object":"Python","text":"scaleway/frontalization has language Python."},{"subject":"scaleway/frontalization","predicate":"has stars","object":"226","text":"scaleway/frontalization has stars 226."},{"subject":"scaleway/frontalization","predicate":"has watch term","object":"Data pipeline","text":"scaleway/frontalization has watch term Data pipeline."},{"subject":"scaleway/frontalization","predicate":"has watch term","object":"Infrastructure","text":"scaleway/frontalization has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Scaleway published scaleway/frontalization (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo scaleway/frontalization · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Scaleway","predicate":"published repo","object":"scaleway/frontalization","text":"Scaleway published repo scaleway/frontalization."},{"subject":"scaleway/frontalization","predicate":"is classified as","object":"repo signal","text":"scaleway/frontalization is classified as repo signal."},{"subject":"scaleway/frontalization","predicate":"belongs to","object":"repos desk","text":"scaleway/frontalization belongs to repos desk."},{"subject":"scaleway/frontalization","predicate":"has context","object":"Python","text":"scaleway/frontalization has context Python."},{"subject":"scaleway/frontalization","predicate":"has evidence coverage","object":"1 captured evidence page","text":"scaleway/frontalization has evidence coverage 1 captured evidence page."}]},"signal":{"id":"5f2e8c58-35bb-4e00-a87e-b06c20447178","url":"https://onlylabs.fyi/signals/5f2e8c58-35bb-4e00-a87e-b06c20447178","json_url":"https://onlylabs.fyi/signals/5f2e8c58-35bb-4e00-a87e-b06c20447178/signal.json","source_url":"https://github.com/scaleway/frontalization","title":"scaleway/frontalization","summary":"Scaleway published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2019-03-11T14:15:39+00:00","first_seen_at":"2026-06-06T01:49:59.23504+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/scaleway/frontalization"]},"facets":{"repo":"scaleway/frontalization","language":"Python"},"traction":{"github_stars":226,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/scaleway/frontalization","final_url":"https://github.com/scaleway/frontalization","title":"scaleway/frontalization repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:25.159141+00:00","bytes":43808,"raw_path":"556313b739eaf27da7bf3a15a3d8742c765884ca76cffa25bc3e51fc1577034c.json","content_hash":"0c40f484cf42c6dcbf766b816a88b39779c4e2f22b875b3b320e750ce799ddf4","excerpt_chars":1200,"truncated":true,"excerpt":"scaleway/frontalization Description: Pytorch deep learning face frontalization model Language: Python Stars: 226 Forks: 50 Open issues: 11 Created: 2019-03-11T14:15:39Z Pushed: 2023-07-15T09:37:33Z Default branch: master Fork: no Archived: no README: Pytorch implementation of a face frontalization GAN Introduction Screenwriters never cease to amuse us with bizarre portrayals of the tech industry, ranging [from cringeworthy to hilarious](https://www.reddit.com/r/ZoomEnhance/). With the current advances in artificial intelligence, however, some of the most unrealistic technologies from the TV screens are coming to life. For example, the Enhance software from *CSI: NY* (or *Les Experts : Manhattan* for the francophone readers) has already been outshone by the state-of-the-art [Super Resolution neural networks](https://medium.com/@jonathan_hui/gan-super-resolution-gan-srgan-b471da7270ec). On a more extreme side of the imagination, there is *Enemy of the state*: [![](https://img.youtube.com/vi/3EwZQddc3kY/0.jpg)](https://www.youtube.com/watch?v=3EwZQddc3kY?) \"Rotating [a video surveillance footage] 75 degrees around the vertical\" must have seemed completely nonsensical long after 1998..."},"evidence_pages":[{"url":"https://github.com/scaleway/frontalization","final_url":"https://github.com/scaleway/frontalization","title":"scaleway/frontalization repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:25.159141+00:00","bytes":43808,"raw_path":"556313b739eaf27da7bf3a15a3d8742c765884ca76cffa25bc3e51fc1577034c.json","content_hash":"0c40f484cf42c6dcbf766b816a88b39779c4e2f22b875b3b320e750ce799ddf4","excerpt_chars":1200,"truncated":true,"excerpt":"scaleway/frontalization Description: Pytorch deep learning face frontalization model Language: Python Stars: 226 Forks: 50 Open issues: 11 Created: 2019-03-11T14:15:39Z Pushed: 2023-07-15T09:37:33Z Default branch: master Fork: no Archived: no README: Pytorch implementation of a face frontalization GAN Introduction Screenwriters never cease to amuse us with bizarre portrayals of the tech industry, ranging [from cringeworthy to hilarious](https://www.reddit.com/r/ZoomEnhance/). With the current advances in artificial intelligence, however, some of the most unrealistic technologies from the TV screens are coming to life. For example, the Enhance software from *CSI: NY* (or *Les Experts : Manhattan* for the francophone readers) has already been outshone by the state-of-the-art [Super Resolution neural networks](https://medium.com/@jonathan_hui/gan-super-resolution-gan-srgan-b471da7270ec). On a more extreme side of the imagination, there is *Enemy of the state*: [![](https://img.youtube.com/vi/3EwZQddc3kY/0.jpg)](https://www.youtube.com/watch?v=3EwZQddc3kY?) \"Rotating [a video surveillance footage] 75 degrees around the vertical\" must have seemed completely nonsensical long after 1998..."}],"related_signals":[{"id":"af93b90f-bc3b-43ad-8eb2-3d1ec8734f4c","url":"https://onlylabs.fyi/signals/af93b90f-bc3b-43ad-8eb2-3d1ec8734f4c","source_url":"https://github.com/scaleway/scaleway-skills","title":"scaleway/scaleway-skills","context":"Makefile","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-05-13T13:23:52+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"},{"id":"38ab4441-b385-45c4-b084-bf3f7a16ca54","url":"https://onlylabs.fyi/signals/38ab4441-b385-45c4-b084-bf3f7a16ca54","source_url":"https://github.com/scaleway/k8s-monitoring","title":"scaleway/k8s-monitoring","context":"HCL","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-03-20T13:58:58+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"},{"id":"ed197f07-bfd0-4b7b-85ad-e1a1c90cd2bc","url":"https://onlylabs.fyi/signals/ed197f07-bfd0-4b7b-85ad-e1a1c90cd2bc","source_url":"https://github.com/scaleway/site-to-site-vpn-aws-scw","title":"scaleway/site-to-site-vpn-aws-scw","context":"HCL","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-02-23T15:31:12+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"},{"id":"e9517998-8487-4fde-8132-c396c3378cb2","url":"https://onlylabs.fyi/signals/e9517998-8487-4fde-8132-c396c3378cb2","source_url":"https://github.com/scaleway/homebrew-tap","title":"scaleway/homebrew-tap","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-01-17T07:53:41+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"},{"id":"eee40c15-69d1-4421-863e-709eaafee3d5","url":"https://onlylabs.fyi/signals/eee40c15-69d1-4421-863e-709eaafee3d5","source_url":"https://github.com/scaleway/pennylane-scaleway","title":"scaleway/pennylane-scaleway","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2025-10-27T12:51:22+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"},{"id":"380b64f1-6b9a-4fb3-a779-6881924ae059","url":"https://onlylabs.fyi/signals/380b64f1-6b9a-4fb3-a779-6881924ae059","source_url":"https://github.com/scaleway/yardstiq-scaleway","title":"scaleway/yardstiq-scaleway","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2025-10-23T13:22:58+00:00","first_seen_at":"2026-06-05T22:32:19.068437+00:00","date_source":"source"}]}